{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "724c8dda",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import openpyxl\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 中文显示结果\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "# 网页地址\n",
    "url = \"https://www.ukpass.org/ranking/index-1-61-0.html\"\n",
    "\n",
    "# 获取网页内容\n",
    "response = requests.get(url)\n",
    "html_content = response.content\n",
    "\n",
    "# 解析网页内容\n",
    "soup = BeautifulSoup(html_content, 'html.parser')\n",
    "table = soup.find('table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "950fb07e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将表格数据写入excel文件\n",
    "workbook = openpyxl.Workbook()\n",
    "worksheet = workbook.active\n",
    "for row in table.find_all('tr'):\n",
    "    row_data = []\n",
    "    for cell in row.find_all(['th', 'td']):\n",
    "        row_data.append(cell.text.strip())\n",
    "    worksheet.append(row_data)\n",
    "workbook.save('20组.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "153aff10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取数据\n",
    "df = pd.read_excel('网大综合排名.xlsx', sheet_name='Sheet')\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "ax.scatter(df['声誉得分'], df['学术成果得分'], c=df.index, cmap='rainbow')\n",
    "ax.set_xlabel('声誉得分')\n",
    "ax.set_ylabel('学术成果得分')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d096ff40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#学术资源得分和学术成果得分的散点图，颜色表示声誉得分\n",
    "df = pd.read_excel('new_file.xlsx')\n",
    "x = df['学术资源得分']\n",
    "y = df['学术成果得分']\n",
    "colors = df['声誉得分']\n",
    "fig, ax = plt.subplots()\n",
    "scatter = ax.scatter(x, y, c=colors, cmap='rainbow')\n",
    "plt.colorbar(scatter)\n",
    "plt.xlabel('学术资源得分')\n",
    "plt.ylabel('学术成果得分')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0bc37907",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#直方图，显示学校各项得分的分布情况\n",
    "df = pd.read_excel('new_file.xlsx')\n",
    "columns = ['声誉得分', '学术资源得分', '学术成果得分', '学生情况得分', '教师资源得分', '物资资源得分']\n",
    "colors = ['r', 'g', 'b', 'c', 'm', 'y']\n",
    "fig, ax = plt.subplots()\n",
    "for i, column in enumerate(columns):\n",
    "    values = df[column]\n",
    "    ax.hist(values, bins=20, alpha=0.5, label=column, color=colors[i])\n",
    "\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "41cdb345",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#热力图，显示各项得分之间的相关性\n",
    "df = pd.read_excel('new_file.xlsx')\n",
    "columns = ['声誉得分', '学术资源得分', '学术成果得分', '学生情况得分', '教师资源得分', '物资资源得分']\n",
    "corr = df[columns].corr()\n",
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(corr, cmap='rainbow')\n",
    "ax.set_xticks(np.arange(len(columns)))\n",
    "ax.set_yticks(np.arange(len(columns)))\n",
    "ax.set_xticklabels(columns)\n",
    "ax.set_yticklabels(columns)\n",
    "plt.xticks(rotation=45)\n",
    "plt.colorbar(im)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d4a081c3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2aa15ce3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "459f8733",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
